Theorem 3.3 ([1]}) 
Consider the following hypothesis class of networks on \(\mathcal {X}=\lbrace \mathbf {x}:{\mathbf {x}}\le B\rbrace \) :
\(\mathcal {H}=\left\lbrace \mathsf {N}_{W_1^d}:\begin{array}{c}\prod _{j=1}^{d}\left\Vert W_{j}\right\Vert  \ge \Gamma \\\forall j \in \lbrace 1, \ldots , d\rbrace , W_{j} \in \mathcal {W}_{j}, \max \left\lbrace \frac{\left\Vert W_{j}\right\Vert }{M(j)}, \frac{\left\Vert W_{j}\right\Vert _{p}}{M_{p}(j)}\right\rbrace  \le 1\end{array}\right\rbrace ,\) 
